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Explicit finite-sample statistical guarantees on model performance are an important ingredient in responsible machine learning. Previous work has focused mainly on bounding either the expected loss of a predictor or the probability that an…

机器学习 · 计算机科学 2024-03-07 Zhun Deng , Thomas P. Zollo , Jake C. Snell , Toniann Pitassi , Richard Zemel

Football forecasting models traditionally rate teams on past match results, that is based on the number of goals scored. Goals, however, involve a high element of chance and thus past results often do not reflect the performances of the…

应用统计 · 统计学 2021-01-07 Edward Wheatcroft , Ewelina Sienkiewicz

The impact of mitigation or control measures on an epidemics can be estimated by fitting the parameters of a compartmental model to empirical data, and running the model forward with modified parameters that account for a specific measure.…

种群与进化 · 定量生物学 2020-04-10 Jacopo Grilli , Matteo Marsili , Guido Sanguinetti

When epidemiologic studies are conducted in a subset of the population, selection bias can threaten the validity of causal inference. This bias can occur whether or not that selected population is the target population, and can occur even…

统计方法学 · 统计学 2019-06-07 Louisa H. Smith , Tyler J. VanderWeele

Several rules for social choice are examined from a unifying point of view that looks at them as procedures for revising a system of degrees of belief in accordance with certain specified logical constraints. Belief is here a social…

人工智能 · 计算机科学 2015-05-06 Rosa Camps , Xavier Mora , Laia Saumell

In pop culture, there are many strategies to curtail zombie apocalypses. However, it remains unclear what routes we should take to eliminate zombies effectively and affordably. So, we created a mathematical model to examine interventions…

种群与进化 · 定量生物学 2022-03-30 Jacob Pacheco , Ahmani Roman , Kursad Tosun , Scott Greenhalgh

Successful predictive modeling of epidemics requires an understanding of the implicit feedback control strategies which are implemented by populations to modulate the spread of contagion. While this task of capturing endogenous behavior can…

种群与进化 · 定量生物学 2022-03-31 Ali Jadbabaie , Arnab Sarker , Devavrat Shah

Ambition and risk-taking have been heralded as important ways for marginalized communities to get out of cycles of poverty. As a result, educational messaging often encourages individuals to strengthen their personal resolve and develop…

计算机与社会 · 计算机科学 2025-05-06 Avrim Blum , Emily Diana , Kavya Ravichandran , Alexander Williams Tolbert

This paper considers a simple model where a social planner can influence the spread-intensity of an infection wave, and, consequently, also the economic activity and population health, through a single parameter. Population health is…

理论经济学 · 经济学 2020-05-18 Tommy Andersson , Albin Erlanson , Daniel Spiro , Robert Östling

Estimating prevalence, the fraction of a population with a certain medical condition, is fundamental to epidemiology. Traditional methods rely on classification of test samples taken at random from a population. Such approaches to…

统计方法学 · 统计学 2022-03-25 Paul Patrone , Anthony Kearsley

This paper explores the link between education and the decision to start smoking as well as the decision to quit smoking. Data is gathered from IPUMS CPS and Centers for Disease Control and Prevention. Probit analysis (with the use of…

综合经济学 · 经济学 2020-12-01 Sang T. Truong

In this work we analyze mathematically the consequences and effectiveness of strategies to control an epidemic in the framework of classical SEIR models with multiple parallel infectious stages. We define the mathematical concept of a…

动力系统 · 数学 2023-08-17 Annibal Figueiredo , Tarcısio Marciano da Rocha Filho

We investigate differentially private estimators for individual parameters within larger parametric models. While generic private estimators exist, the estimators we provide repose on new local notions of estimand stability, and these…

机器学习 · 计算机科学 2025-03-24 Hilal Asi , John C. Duchi , Kunal Talwar

This study develops an economic model for a social planner who prioritizes health over short-term wealth accumulation during a pandemic. Agents are connected through a weighted undirected network of contacts, and the planner's objective is…

理论经济学 · 经济学 2021-10-22 Roland Pongou , Guy Tchuente , Jean-Baptiste Tondji

Many policies allocate harms or benefits that are uncertain in nature: they produce distributions over the population in which individuals have different probabilities of incurring harm or benefit. Comparing different policies thus involves…

计算机与社会 · 计算机科学 2021-03-11 Hoda Heidari , Solon Barocas , Jon Kleinberg , Karen Levy

Inspired by European actions to fight organised crimes, we develop a choice-based resource allocation model that can help policy makers to reduce the number of pickpocket attempts. In this model, the policy maker needs to allocate a limited…

最优化与控制 · 数学 2022-09-13 Loe Schlicher , Virginie Lurkin

Governments are increasingly turning to algorithmic risk assessments when making important decisions, such as whether to release criminal defendants before trial. Policymakers assert that providing public servants with algorithmic advice…

人机交互 · 计算机科学 2021-08-16 Ben Green , Yiling Chen

The paper concerns the probabilistic evaluation of plans in the presence of unmeasured variables, each plan consisting of several concurrent or sequential actions. We establish a graphical criterion for recognizing when the effects of a…

人工智能 · 计算机科学 2013-02-21 Judea Pearl , James M. Robins

We consider bandit problems involving a large (possibly infinite) collection of arms, in which the expected reward of each arm is a linear function of an $r$-dimensional random vector $\mathbf{Z} \in \mathbb{R}^r$, where $r \geq 2$. The…

机器学习 · 计算机科学 2010-02-24 Paat Rusmevichientong , John N. Tsitsiklis

Estimation of individual treatment effects is commonly used as the basis for contextual decision making in fields such as healthcare, education, and economics. However, it is often sufficient for the decision maker to have estimates of…

机器学习 · 计算机科学 2020-08-13 Maggie Makar , Fredrik D. Johansson , John Guttag , David Sontag